{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "工作表名称: ['Sheet1']\n",
      "工作表 'Sheet1' 的内容:\n",
      "   Unnamed: 0    书名                                                 封面  \\\n",
      "0           0   红楼梦  https://img1.doubanio.com/view/subject/s/publi...   \n",
      "1           1    活着  https://img9.doubanio.com/view/subject/s/publi...   \n",
      "2           2  百年孤独  https://img3.doubanio.com/view/subject/s/publi...   \n",
      "3           3  1984  https://img1.doubanio.com/view/subject/s/publi...   \n",
      "4           4     飘  https://img1.doubanio.com/view/subject/s/publi...   \n",
      "\n",
      "                                              出版信息   评分    评价人数  \\\n",
      "0           [清] 曹雪芹 著 / 人民文学出版社 / 1996-12 / 59.70元  9.6  344508   \n",
      "1                   余华 / 作家出版社 / 2012-8-1 / 20.00元  9.4  616965   \n",
      "2  [哥伦比亚] 加西亚·马尔克斯 / 范晔 / 南海出版公司 / 2011-6 / 39.50元  9.3  345801   \n",
      "3  [英] 乔治·奥威尔 / 刘绍铭 / 北京十月文艺出版社 / 2010-4-1 / 28.00  9.4  189562   \n",
      "4    [美国] 玛格丽特·米切尔 / 李美华 / 译林出版社 / 2000-9 / 40.00元  9.3  181850   \n",
      "\n",
      "                                       书籍详情              备注                作者  \\\n",
      "0  https://book.douban.com/subject/1007305/    都云作者痴，谁解其中味？        [清] 曹雪芹 著    \n",
      "1  https://book.douban.com/subject/4913064/         生的苦难与伟大               余华    \n",
      "2  https://book.douban.com/subject/6082808/     魔幻现实主义文学代表作  [哥伦比亚] 加西亚·马尔克斯    \n",
      "3  https://book.douban.com/subject/4820710/  栗树荫下，我出卖你，你出卖我       [英] 乔治·奥威尔    \n",
      "4  https://book.douban.com/subject/1068920/    革命时期的爱情，随风而逝    [美国] 玛格丽特·米切尔    \n",
      "\n",
      "     译作者        出版社    定价  \n",
      "0    NaN    人民文学出版社  59.7  \n",
      "1    NaN      作家出版社  20.0  \n",
      "2    范晔      南海出版公司  39.5  \n",
      "3   刘绍铭   北京十月文艺出版社  28.0  \n",
      "4   李美华       译林出版社  40.0  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 加载Excel文件\n",
    "file_path = 'C:\\\\Users\\\\Administrator\\\\Desktop\\\\豆瓣读书排行榜-清洗后.xlsx'  # 请确保文件路径正确\n",
    "\n",
    "# 使用ExcelFile类来读取Excel文件\n",
    "xls = pd.ExcelFile(file_path)\n",
    "\n",
    "# 获取所有工作表的名称\n",
    "sheet_names = xls.sheet_names\n",
    "print(\"工作表名称:\", sheet_names)\n",
    "\n",
    "# 遍历所有工作表并打印其内容\n",
    "for sheet_name in sheet_names:\n",
    "    # 读取每个工作表\n",
    "    sheet_data = pd.read_excel(xls, sheet_name)\n",
    "    print(f\"工作表 '{sheet_name}' 的内容:\")\n",
    "    print(sheet_data.head())  # 打印每个工作表的前几行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 加载数据\n",
    "data = pd.read_excel('豆瓣读书排行榜-清洗后.xlsx', 'Sheet1')\n",
    "ratings = data['评分']\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 指定默认字体为黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决保存图像时负号'-'显示为方块的问题\n",
    "\n",
    "# 绘制直方图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(ratings, bins=20, color='skyblue', edgecolor='black')\n",
    "plt.title('豆瓣排行榜评分分布直方图')\n",
    "plt.xlabel('评分')\n",
    "plt.ylabel('书籍数量')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 筛选出评分TOP5的数据\n",
    "top5_data = data.nlargest(5, '评分')\n",
    "# 绘制柱形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.barh(top5_data['书名'], top5_data['评分'], color='lightgreen')\n",
    "plt.xlabel('评分')\n",
    "plt.ylabel('书名')\n",
    "plt.title('豆瓣排行榜评分TOP5')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算出版社的占比\n",
    "publisher_counts = data['出版社'].value_counts()\n",
    "top10_publisher = publisher_counts.head(10)\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.pie(top10_publisher, labels=top10_publisher.index, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n",
    "plt.title('豆瓣排行榜出版社TOP10占比')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['定价'], data['评分'])\n",
    "plt.xlabel('定价(元)')\n",
    "plt.ylabel('评分')\n",
    "plt.title('豆瓣排行榜TOP100图书价格与评分散点图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分组计算每个出版社的平均评分\n",
    "avg_ratings = data.groupby('出版社')['评分'].mean()\n",
    "# 绘制条形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "avg_ratings.plot(kind='bar', color='orange')\n",
    "plt.title('不同出版社的图书平均评分')\n",
    "plt.xlabel('出版社')\n",
    "plt.ylabel('平均评分')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
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